{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn\n",
    "<table align=\"left\">\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"http://nbviewer.ipython.org/github/ShowMeAI-Hub/awesome-AI-cheatsheets/blob/main/Seaborn/Seaborn-cheatsheet-code.ipynb\"><img src=\"https://raw.githubusercontent.com/jupyter/design/master/logos/Badges/nbviewer_badge.svg\" />在nbviewer上查看notebook</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/ShowMeAI-Hub/awesome-AI-cheatsheets/blob/main/Seaborn/Seaborn-cheatsheet-code.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" />在Google Colab运行</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://github.com/ShowMeAI-Hub/awesome-AI-cheatsheets/tree/main/Seaborn/Seaborn-cheatsheet-code.ipynb\"><img src=\"https://badgen.net/badge/open/github/color=cyan?icon=github\" />在Github上查看源代码</a>\n",
    "  </td>\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://github.com/ShowMeAI-Hub/awesome-AI-cheatsheets/Seaborn/Seaborn速查表.pdf\"><img src=\"https://badgen.net/badge/download/pdf/color=white?icon=github\"/>下载速查表</a>\n",
    "  </td>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 说明\n",
    "**notebook by [韩信子](https://github.com/HanXinzi-AI)@[ShowMeAI](https://github.com/ShowMeAI-Hub)**\n",
    "\n",
    "更多AI速查表资料请查看[速查表大全](https://github.com/ShowMeAI-Hub/awesome-AI-cheatsheets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入工具库"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用Seaborn绘制统计型数据可视图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seaborn是基于matplotlib开发的高阶Python数据可视图库，用于绘制优雅、美观的统计图形。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用下列别名导入该库："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 Seaborn 创建图形的基本步骤：\n",
    "- Step 1 准备数据\n",
    "- Step 2 设定画布外观\n",
    "- Step 3 使用 Seaborn 绘图\n",
    "- Step 4 自定义图形\n",
    "- Step 5 展示结果图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = sns.load_dataset(\"tips\")   #Step 1\n",
    "sns.set_style(\"whitegrid\")   #Step 2\n",
    "g = sns.lmplot(x=\"tip\", y=\"total_bill\", data=tips, aspect=2)    #Step 3\n",
    "g = (g.set_axis_labels(\"Tip\", \"Total bill(USD)\"). set(xlim=(0, 10), ylim=(0, 100)))\n",
    "plt.title(\"title\")   #Step 4\n",
    "plt.show(g)   #Step 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据准备"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**可以是numpy数组和Dataframe等数据格式**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "uniform_data = np.random.rand(10, 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame({'x':np.arange(1, 101), 'y':np.random.normal(0, 4, 100)})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Seaborn 提供了内置数据集：**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "titanic = sns.load_dataset(\"titanic\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = sns.load_dataset(\"iris\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 画布外观"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(5, 6))   #创建画布与子图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seaborn 样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()    #设置或重置Seaborn默认值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")    #设置 matplotlib 参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"ticks\", {\"xtick.major.size\":8, \"ytick.major.size\":8})    #设置matplotlib参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'figure.facecolor': 'white',\n",
       " 'axes.labelcolor': '.15',\n",
       " 'xtick.direction': 'out',\n",
       " 'ytick.direction': 'out',\n",
       " 'xtick.color': '.15',\n",
       " 'ytick.color': '.15',\n",
       " 'axes.axisbelow': True,\n",
       " 'grid.linestyle': '-',\n",
       " 'text.color': '.15',\n",
       " 'font.family': ['sans-serif'],\n",
       " 'font.sans-serif': ['Arial',\n",
       "  'DejaVu Sans',\n",
       "  'Liberation Sans',\n",
       "  'Bitstream Vera Sans',\n",
       "  'sans-serif'],\n",
       " 'lines.solid_capstyle': 'round',\n",
       " 'patch.edgecolor': 'w',\n",
       " 'patch.force_edgecolor': True,\n",
       " 'image.cmap': 'rocket',\n",
       " 'xtick.top': False,\n",
       " 'ytick.right': False,\n",
       " 'axes.grid': True,\n",
       " 'axes.facecolor': 'white',\n",
       " 'axes.edgecolor': '.8',\n",
       " 'grid.color': '.8',\n",
       " 'axes.spines.left': True,\n",
       " 'axes.spines.bottom': True,\n",
       " 'axes.spines.right': True,\n",
       " 'axes.spines.top': True,\n",
       " 'xtick.bottom': False,\n",
       " 'ytick.left': False}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.axes_style(\"whitegrid\")    #返回参数字典或用with设置临时样式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 上下文函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_context(\"talk\")   #将上下文设置为\"talk\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_context(\"notebook\",\n",
    "                font_scale=1.5,\n",
    "                rc={\"lines.linewidth\":2.5})   #上下文设为\"notebook\"，缩放字体，覆盖参数映射"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette(\"husl\", 3)   #定义调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<svg  width=\"330\" height=\"55\"><rect x=\"0\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#f77189;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"55\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#bb9832;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"110\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#50b131;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"165\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#36ada4;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"220\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#3ba3ec;stroke-width:2;stroke:rgb(255,255,255)\"/><rect x=\"275\" y=\"0\" width=\"55\" height=\"55\" style=\"fill:#e866f4;stroke-width:2;stroke:rgb(255,255,255)\"/></svg>"
      ],
      "text/plain": [
       "[(0.9677975592919913, 0.44127456009157356, 0.5358103155058701),\n",
       " (0.7350228985632719, 0.5952719904750953, 0.1944419133847522),\n",
       " (0.3126890019504329, 0.6928754610296064, 0.1923704830330379),\n",
       " (0.21044753832183283, 0.6773105080456748, 0.6433941168468681),\n",
       " (0.23299120924703914, 0.639586552066035, 0.9260706093977744),\n",
       " (0.9082572436765556, 0.40195790729656516, 0.9576909250290225)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.color_palette(\"husl\")   #使用with临时设置调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "flatui = [\"#9b59b6\", \"#3498db\", \"#95a5a6\", \"#e74c3c\", \"#34495e\", \"#2ecc71\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette(flatui)   #设置调色板"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用Seaborn绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 坐标轴栅格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(titanic, col=\"survived\", row=\"sex\")   #绘制条件关系的子图栅格\n",
    "g = g.map(plt.hist, \"age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14de20b10>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 469.15x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.factorplot(x=\"pclass\", y=\"survived\", hue=\"sex\", data=titanic)   #在分面栅格上绘制分类图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14e491c90>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 490.275x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"sepal_width\", y=\"sepal_length\", hue=\"species\", data=iris)   #绘制适配分面栅格的数据与回归模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "h = sns.PairGrid(iris)   #绘制配对关系的子图栅格\n",
    "h = h.map(plt.scatter)    #绘制配对的双变量分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x14eae3190>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris)   #绘制双变量图的边际单变量图栅格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = sns.JointGrid(x=\"x\", y=\"y\", data=data)\n",
    "i = i.plot(sns.regplot, sns.jointplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x14f825a90>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"sepal_length\",  \"sepal_width\", data=iris, kind='kde')    #绘制双变量分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 各类图形"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**散点图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14f8121d0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x=\"species\", y=\"petal_length\", data=iris)   #含分类变量的抖动图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14f628a50>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6Wkub2aet02Jh7gX7y2s0GrJGpQHu6apf5zrDTa8TQ01NDf/5n/9JQUHBRY8rioJKpeLkyZPfODghhOgryfHxqNVqr1oGvU7HBzt2olapmJo9jsTYWJrNZg4ez6PLYiE1IQGNRuNVy5CWkOiP8AdUrxPDQw89RGFhIWvXrmXixIkYDIb+iEsIIfqUKTiYlQsWcDg/H4fTSWpiAgdyj3uWxKisq+OGa5azacdOz7hDTUMD07LHUdfU7N7zeXQmqYkJ/vwYA6LXiWHfvn2sX7+eBx54oD/iEUKIfpOSEE9KQjyAV1IAcLlcnDhd5LVOEkBLWxvXLVk8oHH6W68Tg1qtZvTo0f0RixDDRkmLnf2VXWRG6JiRGOTvcIalboeDM+UVgEJ6cjK6gAAURaGsupr2zk7SEhMJMRq9znE4HBRXVuJwOgkK9O3tiAoP99knOsRo5HRpGd2ObtKTkzHo9QBU1tbSbG4jOT6O8FB35XOz2UxlbS2RYWEkxsYCYLFaKa6sRB+gY1RSIpohMKOp14lh4cKFbNu2jRtvvLE/4hFiyNtZ0sH9W2tx9ny3fHdyGHfNjvJvUMOMvbubf2zZQmube7ntQ8fzuP6a5ew+lONZ0XTvkaNcu/gq4qOjAfduau98utWzzlGQwUBKfDzlNTUAjBmVxriMdCw267mNesLDqa6rJ/dUIQD7c3O5fvlycgtOeW3Uc82CK3G5XGzZ84UnqUzNHkd2ZibvbNniWT4jLiqKNUuXXHQ3ucHkkonh4MGDXq8XL17MAw88wF133cWKFSuIjIy86IeUWUlipHrlSIsnKQC8cbyVf58WgVE3uL8MhpIz5eWepADuquVjBd57MTudTo6eLPAkhpLKSq/F77qsVuJjolkwcwYqlcrzdDF9/HiyMzKw2Gy0dXTw0ee7POdYrDaOnTpFXmGhp82lKBw+kY/T5fJ60sgtOIXD4fBaU6m2sZGqujqS4+P78LfR9y6ZGP7t3/4Nlcp7h1NFUdi6dSvbtm3zeb/MShIjldnqxBigxuH0rpN1Kfhs5CK+GecFq6QCPqugnn2f0+nE4XT6rKzqPsdFoF4PF3zH6QICUKvVtLS1+Zzjcjp9KqGdLhdOl/fPdynKxeO8SNtgc8nE8MgjjwxEHEIMWa0WJ/dvq+VQtYVwg4bF6UZON5+7S1w9JpQQ/eDvVx5KMlNSyMk7QafFAkCgXs/kcWNpMrd6tvhUqVSEBAXxyj/fxd7d3TPmEER7p3tDHV1AAG0dHbz0zj9RAZPGjmHOlCnknznDvsNHsHV3kxIfjyk4GHPP7msBWi0Tx4zB3u2gsLTUE8/kMWNwupzs3H/A0zY2PZ2JWVkUlpTi6Ela4abQQf+0AF8jMaxdu9brdXV1NREREV85TbWtrY1T51UXCjHcvZDTzKFq9xdUi9XJh4Xt/H55HEfrrGRG6FmWMTzX0/Eng17PDdcsp6CkBEVRGDNqFMbAQFYsWEBhSSltnR3EREbyya7dnnNKq6qYPmE8uoAAnA4nBr2OXYdyPMeP5J8kOjyCXQcOep7wymtqmDx2LMFBgdi7u8lKS8MUEsLi2VeQHB9Hs9lMakICCTExgHtZjfKaGiLDwshMSUGtVnPjihUUlpai1+kYmz4KzSAfX4DLGHxesmQJTzzxBKtXr77o8S1btvDwww9z5MiRbxycEEPB6Sab12urQyHSqOUHV8iAc38KCgxkWna2V5tWoyE7MwNwjylcqK29g2Xz5gKw/1iuz/Gqulrf/Zvb23023FGr1YwZNcrn/MTYWM9spLPCQkOYNYR2b4OvkRiqqqp49913Pa8VReHTTz+l9LzHqPOPbd++HX3PdC4hRoIrkoI4Wntu7ntUkIYDlV08d6CJjAg9/z41HJNBw+elnbx30kyoXsN3p4SRESF/J/0pPjoarUbj6cYBMIWE8OkXX+B0uoiP9k7cKpWKMenpnC4rx37eUj/hplC27t1Ld7eD7MwM0hITsVht5Jw44XlimDQmy2csdii7ZGJISEjg888/5/jx44D7l/fpp5/y6aefXvT9arWae+65p2+jFGIQ+19Twum0u9hR0kFCSACJoVqePdAMwP5KC4WNNm6bGs69W2o853xR3sl7t6QSLGMP/cag17Nq0UK+PJaL1WolPTmZIydPegapS6uqmD4+m5LKKlQqFdPGZxMXFeU+5+gxOi0W0pOTyCs8TbfD4TlnzdIl7D+WS01DA+CuZ+h2dDNjwgS/fda+dsnEoFKpeOWVVzCbzSiKwtKlS/nZz37GkiVLfN6r0WgICwuTZTLEiKLVqLh7ThR3z3HfgX7772Vexw9VW4gxev+pmW0uvqy0sFTGH/pVYmws3756GQD5RUVeM5cURcHlUrh51Uqvc+Kjo1m7bCkAhaWlnqRw1skzxZ6kcFZRWfnISgwAwcHBBPdsSPHXv/6VjIwMIiMj+zUwIYaSpi4HX1Z2kRASQGywlnLzua6IEJ2axNAAn3OMASo+KmwjxqhlekLgsOqKGIyCg3wr0IMMBs6Ul6NSqUlNiEej0aAoClV1dXRaLOh1Op9zTCHBBGi1XgnjYtceyno9+JyUlITNZqO6uvqix1UqFTqdjrCwsCFR+i3EN3Wi3sp/bq6iq9s9aLkozUi4QUOL1YlOo+KeuVEsTDOyp6yTk43ugeolo4z8bHsdHXb3nPZrMoP59ZI4v32GkSA5Pp7M1BSKysoBiI2KIu/0ac9U1KjwcNYtW8r2L/dzptz9Hr1Ox6ikJM9AdkxkJBOzsggyGNh1KAeXy0WgwcDsKZP986H6Sa8Tw+LFi7/WnY1Go2HcuHHcc889zJ0797KCE2IoePVoiycpAHxe2sk/bkqhxeok1aQjLNB9g/TquiQKGm2E6DT8T06zJykAfFLUwe3T7KSF+96hir6hUqm4et48Zk6ciNPppLq+nj05hz3HG1taOFZwypMUAGx2Owa9jvWrV9Pt6CY6IgKA7MxM0pKSMLe3ExMRMexugnudGP77v/+b3/3ud3R3d3PttdeSnp6OXq+ntLSUzZs3097ezoYNG7BarezcuZPvfe97/OUvf2HGjBn9Eb8QA8LuVNBpLn5DZOn2rmRVAKcC46INXueoVCpGR+hRq6Gr27f6tcvhuujPcTgVVCrQqKWrqS+cXfCu7CK9Hja73aetu9tBWGiIT3uQwUDQMB1P7XViKCwsJCgoiDfffJOYnqKOs+644w5uuOEGXC4Xv/jFL7j33nvZsGEDf/zjH3n55Zf7LGghBkpNeze/2FHHsVoro8J1/OqqGMZFe38ZrMs2sb/S4lkmYVKsgcf2NJBTbSHFFMCDi2IYH2Pgsd0NbC5sw6hTc01mCGqVe7kMgDGROv64v5H9VVYSQ7X8fEEM0xICeXJvI++ebEOvUfEfMyK4ZWLYwP4ChrGstDSO5J/0TE0N1OuZkj2Oyro6GltaAHcyP1sXMZL0ugRv8+bNrF+/3icpAJhMJm666Sbee+89AAIDA7nuuuvIy8v75pEK4QeP72ngWE+NQkmLnQd31Pm856pRwTz/rURummDinjlRRAVpyOmphC43d/Pz7XW8d9LMewVtOFxgtrp4K8/Mr5fEctMEEz+cHUl6uI79Ve6fU9Xm4IHtdWw+1c6beWbsToV2u4sn9zZSeEExnbh8IUYjN1yznKnZ45g+fjzXX7OcIIOB65YsZs6UyUwak8W6ZUtJiht5Yz+9fmJwfsViVGd1d3djPW+jC71e/y/fL8Rglt/g/UVc2tpNp93ls1Lq9IRApicEAvDWiVavY7UdDo7UeG/+ogCKAvfOc6/8ecvb5V7Hmy1Ocqq7fOOpt5IVKYVxfcUUEsKcKVO82vQ6HVMvqKgeaXr9xDBjxgxeffXVi1Y+V1VV8dprrzFt2jRP2/bt20lPT/9GQQrhL9PiA71ej4nU8Y98M/93Sw2v57bi6OkL+rSonfu21vCHLxuZEOPd1ZQWFsDcZO/pjJqecYb7t9by+32NZEd7f9nHB2u5MtV7kxm1CqZeEI8Q/aHXTww/+clPuOWWW1i9ejULFiwgNTUVnU5HaWkpu3btQqvV8pOf/ASAVatWUVxczBNPPNHngQsxEH46PxoFhQOVFsZE6QnWqXl2fxMAn5V2UtPeTVaUnv/+rN5zTkZ4AFdnBPNlZRcZETp+Oj+a9HAdlW3dvFfQRohOzbwUIw/vOlcklWzSsnJ0CF+Ud5IapuMn86MZE6Wnoq2bf5wwY9Cq+d6MCFLDZNaS6H8qRen9QvE1NTX84Q9/YPv27ZjNZgCCgoJYvHgxd999N8nJyTQ3N3P33Xdz7bXXcsMNN/R54ACVlZUsWbKE7du3k5SU1C8/Q4iznC6FeS+dwXlez2ioXk1WpN6zuupZr1+fzOh/0eXzo0+q2V3m3VX00nWJTIqTJwLR/y713dnrJwaA+Ph4Hn74YQBaW1txOBxERkZ61TdERETw2muvXWbYQvQvRVE4XGPB6lC4IjEIbc8U0aJmG+Wt3cxIDCS0Zx2jxi4Hx2qtjInUE2HQ0NB1blmFyEANkUHec9g1KlABO4o7SI/QkdZzl29zuDhQZSFUryYy0PtPTwVEBPn+OXY7FQ5UdRGoVTM13uD5G8uttdBqdTErKRCDdvAv4zzU1DU10WWxkBQXR4D2sr4mh7Rv/InDwmT6nBhaHC6Fuz6s9tzljwoL4MU1SWzMbeXlw+5pikadmudWJdBqdfKTT2uxOxVUwLVjQ/iosJ1uF+i1Kn44O4rE0AAOVllotjhRAcszg/lf71Vic7gfxu+eHck1o0O4/b1KqtvdyyjMTAgkxqihvtOdZG6ZFEbSBctmtFqd/O/3KylrdU+nvCIpkKdXJPDA9lq2F3cCEBes5cXrkogNHnlfXv1lx5f7KSguBty1CmuXLcUU4lvHMJz1+l+T3W7nmWeeYdOmTTQ2Nl50xpFKpSI/P79PAhSir31R3unV9VPS2s2bx828erTF09Zpd/FiTjP1nQ7sPVt1KsDOkk7evSWVM812smMMhBncTwvvr0/lWK2V+BAtv/6s3pMUAF441EyrxelJCgAHqy08uzIBVBBr1F604vm9k22epADulVr/frzVkxTAPePprbxW7potez/0hWaz2ZMUwL0v9JGTBSyaNbL2sO91Ynj88cf529/+RkZGBjNmzEB3kUWmhBjMzFbfm5kmi8Nr7ADcK6C22bwbO+0uTAYNc1O8ZwwZtGquSArqub733r9Wh0Kz1Xc/4i6Hi6tGffXqqhdeB6Ch07fNbJPp4H3FZvOtfLbZRl7tSK8Tw8cff8zVV1/NM8880x/xCNHvFqQZCduvprUnQeg0Km6cEEZZa7fXk8SasaHUdTp44VCzp21eShB3fVjN8Xor0+IDeXBhDCaDhkd2N7CjuIOEEC1T4wMpOe9Of2GakXXjTHx0ut2TfGKMGj4r6eAXO+qINWr50dwo5qUY2ZjbwqtHWnGhsGJ0CAFqOLt6RkSghn+bbGJnaYfn6UOjgtVZI6uboz/FRkUSHhpKS1ubp21sxsibbt/rxNDZ2cmVV17ZH7EIMSDCDBpeWZvM23mt2JwKa8eZSA/X8dvl8byV10qZuZuFaUauGhWMoijEB2s5WOWervpJURsnG9x3lQerLDy0q4GsSB0fn24H3N1STRYnDy6MIafGQkaEjhvGmzBo1bzwrUQ2nWonVK/GqcDGXHchXLm5m/u31vLI0lie2tfkifPvx838dH4Up5vsGALU3DTBRKQxgBevS+Lvea2YrS5WZ4UwRWob+oxarea6pUs4fqqQTouFrLRUqXz+OiZMmEBeXl6/TUEVYiAkhQZwz9xorzajTs1t0yK82lQqFavHhLJ6TChOl8Lv9zV6Hc+ts2B1eHfltNlcZEbq+NbYUK/2SXGBnumod33ovYCbxaHwealvpXOL1cX9C7yXn4k2arlL9pPuN0EGA1dMnuTvMPyq1/PcfvrTn/LJJ5+wceNGmpubL32CEMOERq3yqVCeFGtgYqx3pXOoXs2ZZjv/b2cdfzvWgq0nceTVWXlkVz1/2N9IRoT32FygVsXCNN/NXibFDs/VO8XgdlmVzwC/+c1v+M1vfnPR98isJDFc/WpxLL/+rJ4T9VamxgfywIIYQg0a6jsd7CjuIFYmLNkAACAASURBVDE0gGkJgfzqvEro3Dort04J539/UOkZY4gO0rBydDDbizuJMWr58Tz3GMPdsyN59WgLigLfmRzuGdAWYiD1OjFMnjxZtiAUI1ZamI6X1vhWiv5mSRz0bIN+45veez5/VtJJsE7tNeupocvJolHB/Gqxd//1dyaH853J4X0etxC90evE8Oijj/ZHHEIMai5FIbfWikGrYmy0b/eO1eHiWK2VxJAAQg0a4NysJL1WRbjBd4evoAA1Byq7iAnWeqqjwd3lpAATYvRyEyb84rLLJZubm9m7dy/V1dWsXLmSoKAgWlpayMgYeZtaiOGtw+7i/2yqoqBnv+YFqUaeWB6HuudLu7TFzh2bq2jqclc+rxgdTEGjylPk9r3pEawYHcK24nPTTGckBPLfn9V5Kp+/MymM/zMrkrs/OleRPTXOwB9WJaCXJS/EALusxPDyyy/z9NNPY7PZUKlUTJw4kc7OTu666y5uvvlmHnzwQbnTEcPGBwVtnqQAsKusk30VXczrKXJ78XAzTT3rJynAlqIO/vbtZEpbu8mM0Hmqmt+6MYX9lRZC9Go+Kmz3qpnYmNtKtFHr1Xak1sqnZzr41hjv2U1C9Lde34ps2rSJxx9/nKVLl/L0009zdnHW8ePHs2zZMv7+97/L4nliWGnqclykzXnR/wb3fs8KsDQj2GupC71WzYI0I1PjA2m84JoKUNXmW3V74fuEGAi9Tgwvv/wy8+bN43e/+x2zZs3ytMfHx/PMM8+wcOFC3n777csK5gc/+AHLli27rHOF6C9XZ4agOe8vJUSnprDJyjWvlXDL2+WMjvSeepoZoeMvR5pZ+pdivv9BJcUtdhRF4YVDTax8rYQb3yonLcx7wbzUsABunhiGQXvuSVuvUbE0/auXzBCiv/S6K+nMmTNcf/31X3n8qquu4pFHHul1IO+//z5bt24lJSWl1+cK0Z/GROn50+pE3sk3o9eqiQ7S8GLPKqxNXU4qzN3cf2U0+yu7SAgJoLHLwSdFHQAcrrHy009ruG1qBP+T4z6noctJudnO/VdGc6Cqi1ijlu9MDifa6F4p9e/HW1GAGyeYSDbJWmRi4PU6MRiNRtrb27/yeHV1NUFBvZt7XVdXx0MPPUTcCCw9F0PDlPhAz9IT92+t9TpmcypEBWl57Op4ANa8Uep1vLS1my/KO73anC53pfWjy+K92sdE6fnlVbF9G7wQvdTrxHDllVfy+uuvc8MNN6BWe/dEFRQUsHHjRhYtWtSra/785z9n3rx56PV6cnJyehuSEH3qQGUXu8o6STEFcN3YUPRaNaWtdjadasOgUZNi8u4G0qjA7nTxuy8aSAgNICtST1XbubGBuGAtk+MMfHqmw9OmAlQoPLm3gRijlrXjTBh1amra3dt/KgpcNzaUxAv2aBBiIPQ6Mfz4xz/m+uuvZ9WqVcycOROVSsWbb77Jxo0b+eyzzwgODubuu+/+2td7++23OXHiBJs3b+bxxx/vbThC9KlPTrfzix11ntf7Krr4rzlRfPedCiw900+jg9QsywhmR3EHoXoNyzKM/GxbHWd3YJgYa2BavIHDNVZSTAE8uCiG8TEGCpvsfFjYhjFAzTWZIfxiRz2unpO2FXfwxNVxfPefFZ5VX9/JN/PGDSnEGGUTHjGwev0vLjY2lnfeeYcnn3yS7du3oygKn3zyCYGBgSxZsoR7772X5OTkr3WtqqoqHnnkER555BEiIiL+5Xvb2tpoO28pXIDa2tqveLcQl+cf+Wav13vKu0gIMXuSAkBDl4v5KUH8v6ti0arh7o+qOX/j9ON1Vt66MYX4EK3Xtps/XxjDT+dHo1bBfVtrPUkB4ES9jY25rZ6kAO7F+LYUtfNvUgktBthl3YrExMTw6KOPoigKLS0tOJ1OIiIi0Gh8qzu/iqIo/OxnP2PhwoUsX778ku9/9dVXefbZZy8nXCG+tkCtd/2NRgVGnW9NjkGr4kyzjTCDxmfPZRWgRqGw0UZKmM6zy5uiKJxpthGs1xAU4DshMFR38epoIQbaN3pGValUl7zT/yobN27k1KlTbNq0CYfD3R97tibC4XCg0Wi8iuRuvfVW1q5d63WN2tpaNmzYcJnRC+HrtqkRHKmpxtaznedNE0zcMjGcLUXnqpbHRul54VAzZ1q6UQHLMoMJ1Ko8TxUL04x8b1M1zRYnOo2K+6+MZmGakTs/rOZkg7tQbskoI8E6NR129xPC8sxgbp4UxtbiDoqa3fUMo8ICWJ4pm/CIgXfJxDB27NheVzF/ndVVt2zZQktLC/Pnz/c5Nn78eB555BHWrVvnaQsNDSU0VCpARf+alhDIP29J5cuKLlLDApjcs3/C329IYXdZJ3qtmmO1Xbx2zN3lpACfFnXwp28lUN3uIDEkgJcON9NscRe92Z0KT+5tpKbd4UkKANtLOvnDyniaLE5ijFpmJASiUql4dV0ye8o6UYD5KUGyHIbwi0smhjVr1vTL8ha/+tWv6Oz0nsL33HPPcfLkSZ599lmSknxXsBRiIMQYtVx7wSY7gQFqru65e996xne6ttWheJaueGiXd7Vyu91FRVu3zzkddoVVWd4/R6dRsViK2oSfXTIxfNPVVG02Gx9//DHz588nKurcrlPp6b77qIaFhaHT6Zg4ceI3+plC9KdlGSFsKTo39TQiUMOByi6e+KKBhJAApsYHUm4+lwhmJASyKivEs/0nuDfzuSJJtuQUg1O/z4Nrb2/n/vvv5+WXX/ZKDEIMVQvTjDy8NJbNp9oJD9QQolPz+nF311JVm4PIQBs/mBXJgaouMiN0/Pu0CEwGDb9dHsd7J9sI0Wv47pQwQvRff7KGEANpQCZInx1UvhTZ60EMFcsyQliW4e5a+o/3K72ONVlczEoK5Nap3tNMF6YFszBNuonE4CcjW0J8Q6MjvfeBNmhVNHc5eW5/E1uK2nG6vt6NkRCDhZRUCvENfW96BMUtdnKqLZgMapaMCua/PqnxHD9YZeHnC2P8GKEQvSOJQYhvKCxQw5++lUir1UlwgJrv/rPC6/jmU23cPTtSxhTEkCFdSUL0kTCDBq1GhVbjPb1brQKHC4qabNgcrq84W4jBQxKDEH3sf00JR31eblg8Kpib3irnln9UsGpjKYequvwXnBBfgyQGIfrY4vRg3rghhR/NjeKPqxMobrHTYnVXQputLh7b0+DnCIX412SMQYh+kB6uI71nv+fyC6qeL1YFLcRgIolBiG+gtr2bP+xvorjFztyUIL4/IxJFUfjTwWa+rOwiI0LH7KQgPi89t/zLojSjHyMW4tL6PTFERESwfft2oqOj+/tHCTHgfrylhsIm92qoRc12FAUcLoU3eiqhi5rtjI3SsX5SGMdqLUyMMfD9mZH+DFmIS7pkYliyZEmvL6pSqdi2bRsAarWaxMTE3kcmxCBX1+HwJIWzdpd1cuHEo4JGO0+tSCByjiwJI4aGSyaGhISEgYhDiCEnPFCDyaDGfN6ua2lhOhwuhcrzxhEiAjWYpIZBDCGXTAyvvfbaQMQhxJCj06h4YEEMv/m8njabi7SwAH44OxKnAuXmGsrN3Zj0an62IMantkGIwaxfxhjy8/PJzs7uj0sLMahcNSqYOclBNHY5SQzRevYu+cdNKVS1O4gO0shmO2LI6XVisNvtPPPMM+zevZuuri5crnOP0U6nk87OTjo6Ojh58mSfBirEYKVWqdCq8NnQSqNyHxNiqOl1Ynj66ad56aWXiIuLIzQ0lMLCQmbMmEFDQwNVVVUYDAYeeOCB/ohViEHn89IOfv15PWari4wIHb9dHo9LUbj3kxpKWrsJM6j55aJY5qfKFFUxdPT6GfeTTz5h1qxZ7Nixg//5n/8B4MEHH2TLli38+c9/xuFwEBAQ0OeBCjHY2J2KJykAnGm288yXjTy1r5GSVvfgc6vVxa8/r8fhlKW3xdDR68RQV1fH1VdfjVqtJjY2lsjISI4cOQLAwoULWbt2LW+99VafByrEYNNicXrNSAIobrFT0uJd2dxscdJqcw5kaEJ8I71ODAaDweuJICUlhcLCQs/rSZMmUVFRcbFThRhWYoO1jI7QebXNTzEyLyXIq21clJ6oIFlkQAwdvf7XOm7cOHbt2sVNN90EQHp6uueJAdxPFBcOwgkxXP32mnie+bKR4mY7c1OM/OesSFyKgkYF+yq6yIjQc/dsqXQWQ0uvE8P69eu55557WL9+PS+88AKrVq3inXfe4f777yc9PZ2//OUvTJkypT9iFWLQSQgJ4NFl8Re0qrhnbjT3+CUiIb65XieGFStW0NHRwSuvvEJgYCBz585lw4YNbNy4EXBXSt933319HqgQQoiBcVkdnzfccAM33HCD5/UvfvELbr/9dsxmMxkZGeh0un9xthBCiMGs14PP3/3ud9m3b59Pe0JCAuPGjWPPnj2sWrWqT4ITQggx8C75xGCxWGhpafG8PnDgAMuWLSM1NdXnvS6Xi127dlFZWdm3UQoxBJmtTkL0aql+FkPO10oMa9asob29HXCX/T/88MM8/PDDF32/oijMmzevb6MUYgipae/mvq215DfYiA3W8stFMcxMDLr0iUIMEpdMDBERETzxxBMcP34cRVF47rnnWLZsGWPGjPF5r1qtJiIiQrqSxIj2+32N5DfYAPeeDb/cUcemDWlo1PLkIIaGrzX4vHDhQhYuXAhAdXU1N998M5MnT+7XwIQYqgqbbF6vG7qctFidUuQmhoxe/0t95JFHPP9dX19PTU0N6enp6PV6tFotarUsMSxGtisSg/hnW5vndWaETpKCGFIu61s8JyeHdevWsXDhQm6++Wby8vI4cOAAixYt4qOPPurrGIUYUu6eE8V1Y0OJMWqZmxzEY1fH+TskIXql17cxubm53HbbbcTHx3Prrbfy6quvAmAymdBqtdx7770YjUZP15MQI01QgJqfL4zxdxhCXLZePzE8/fTTJCUl8f777/O9730PRXEvJzxx4kQ++OADMjIy+POf/9zngQohhBgYvU4MR44cYd26dRgMBp/F8oKDg7nxxhs5ffp0nwUohBBiYF3WGMO/WvLCZrN5bfcphBBiaOl1Ypg8eTKbN2++6LGuri7efvttJk6c+I0DE0II4R+9Tgw//OEPyc/P5zvf+Q7vvfceKpWKY8eO8de//pXrrruOyspK7rjjjv6IVQghxADo9aykqVOn8uc//5lf/vKXPPbYYwA89dRTAERHR/Pkk08ye/bsvo1SCCHEgLmsqpt58+axdetWjh8/zv79+3G5XMyePZvx48ej1UohjxBCDGWX9S1+6NAhfvvb35Kbm+uZrqrRaJg9ezY//elPGT16dJ8GKYQQYuD0OjHs37+f22+/naCgINavX09aWhpOp5PS0lI2bdrEzTffzBtvvEFWVlZ/xCuEEKKf9ToxPPXUUyQmJvLGG28QERHhdezOO+/kxhtv5Mknn+RPf/pTnwUphBBi4PR6VlJBQQG33HKLT1IAiIqKYv369Rw8eLBPghNCCDHwep0YIiMjaWpq+srjNpuN4ODgbxSUEEII/+l1Yrjjjjv461//yo4dO3yOna1nuPPOO/skOCGEEAOv12MMR48eJTIykjvvvJP09HQyMjIICAigoqKC48ePo9Pp2Lx5s1d1tEql8qzCKoQQYnDrdWLYu3cvAPHx8VgsFvLy8jzH4uPjAaisrOyj8IQQQgy0XieGi3UhCSGEGD5kH04hhBBeJDEIIYTwIolBCCGEF0kMQgghvEhiEEII4UUSgxBCCC+SGIQQQniRxCCEEMKLX7dbc7lcvPnmm7z++utUVlYSGRnJkiVLuOuuu2QhPiGE8BO/JoYXX3yRp556ittvv505c+ZQUlLCM888Q1FRES+99JI/QxNCiBHLb4lBURRefPFFbrrpJn784x8DMHfuXMLDw7nnnns4efIk48aN81d4QggxYvltjKGzs5Nrr72W1atXe7Wnp6cDUF5e7o+whBBixPPbE0NwcDA///nPfdq3bdsGQGZm5kCHJIQQAj+PMVzo2LFjvPDCCyxdupSMjAyvY21tbbS1tXm11dbWDmR4QggxIgyaxJCTk8Mdd9xBUlISv/nNb3yOv/rqqzz77LN+iKz/KS6FxtI2gsL1GMMNnvbW6g4UBcITZYaWEGLgDIrE8NFHH3HfffeRlpbGiy++SHh4uM97br31VtauXevVVltby4YNGwYqzH7R2Wzlo4cPYK7uRKVWMXVdBlOuy2D700cpO1QHQPKUaJb+aBoarZSdCCH6n98TwyuvvMJjjz3GrFmzeO655wgJCbno+0JDQwkNDR3g6Prf0ffPYK7uBNxPDkfeKUIfrPMkBYCKow0Uf1nD6PmJ/gpTCDGC+PUW9O233+bRRx9lxYoVvPjii1+ZFIazjkaL12tFgdbKdt/3NVh82oQQoj/47YmhqamJhx56iMTERDZs2EB+fr7X8ZSUFCIiIvwU3cBJvyKeiiMNntfBUYFkX51K4edVOLtdAKg1KtJmxvorRCHECOO3xLB7924sFgtVVVUXHSd4/PHHue666/wQ2cAavSARRVE4s7caY4SBKWsyCY0NYsX9Mzn+cSm4FMavSCM8aeQ9TQkh/MNviWHNmjWsWbPGXz9+UMlamETWwiSvtrixEcSNHf5PTEKIwcfvg88jUVtdF2f2VqMLCmD0lQnoggKwd3VzencVdouDzLkJhMQEXfI6douDoj1V2Nq7SZ8TjyneiKIolB6opamsnYQJkSRkRw7AJxJCDCeSGAZYS2U7Hzy4j26rE4CC7eVc+6vZfPDLfbRWuWcn5W4q5rpfzyUs4avrF1wuhQ9/vZ+mUnfR39EPznDtr+Zw6rNK8reUudveO8P828czdklKP38qIcRwIhPjB1jBjgpPUgBoqezg6AclnqQA0G1xcmpn5b+8Ts2JJk9SAHDaXZzYUkrBdu81po5/XNo3gQshRgxJDF+TtcOOuabTq81hd9JS2Y7L4fra11FrfH/lmgDVRd6norPZSkeT9zRVW2c3rVUdqDQXO0eNSqW6oM33fQAuh4uWynYcdqdXu7mmE2u73autq8VKu0yXFWLEkK6kryF3UzGH3i7E5VCITjdx9U+m01LRwfanj2Dr6CYwTM+ye6YSM9q3YvtC45YmU/h5JbaObgCiM01M+lY65YcbaCw2A2AICaC1uoM37toJCqTPjmfRnZM4ua2CA68X4Ox2EZ4cTHSGiYYz7nN0QVomrEjDEKLj6Htn3D9MBVOuy/CJobHYzKdP5tDVbENvDGDRDyYTnWHi0ydyqD/dilqjYuq6TKasyeCLl05QsLMCFEidHsPiu6dKBbYQw5wkhkvoaLRw8O+nUBT364ZiM7mbSig7VOf5cre02tj7l3zWPDTvktcLjTVy/RNXUnKgFr0xgNQZsWgDNKx+8ApKD9Zh7+pGq9Ow68/HPecUf1lDfHY4+/92EpfTHUhLRQdjrkpiwspR2NrtpM2MJSjcwIwbs0gYH0lTWRsJEyKJTPGtFt/713y6mm2A+wnki5fyyJiXQP3pVgBcToWcf5zGGGGgYEeF57yynHqKdlcx5qrky/tlCiGGBEkMl9BW3+VJCmeZqztor+/ybqv17mb6VwJNerKXpXq1aXUaMuclAO4nlAs1lbZ7ksJZ7fUWMubE+7w3YXwkCeO/ejZSW6137B2NVs+yHB6KOwleyHzBuUKI4WdEJIbynFp2PJuLw+YkKEzP2kfmEWjSf61zYzLDCDTpsJjP9bunzYxDpVZRllPvaUucGMXO547RUtlO8uRopl0/GhSFnH8UUZnbQERyCDNvysIYGcipnRUU7KxAHxTAlLWZxI0Jp7agmSPvFmG3OEiZGoNKo0LpSQQqtYoxVyVTmdvotYRGRGoInzx2CFu7naxFSYxbmkJXq42Dfz9FU2kbiROjmH7DaNRqFUfeLaL8cD2m+GASxkdSvK/Gc52kSVGkzYqj9OC59Zn0wQGMW5rCqZ0VuBw9CUnl7k66GHuHnXfu+4LOZisanZqFd0wifbZv0hJCDH4jIjF8+uQR6Plu62q18c/79rDh+SVf61ytTsPKB2aR84/TdLXYyJyXQNaiJFJnxpLzViH1Z8zEjQ2nOq+J5nL3GkfNZe0oioLLqZD3UamnzVzTyZQ1Gez+nzzP9WtPtXDtr+fwyWOHcNjcA8ENRWamX59JTUELKDBhZRrRGSZW3D+TnLdP097YRcrUGI5tKsbRM8OpodiMPjiA/E/LqC1ocf/McvfgsiE4gCPvuscdmsraCUs0Mulbo6g+0UzUqFBm3JiFIUSHw+qgcHcVgSY909ZlEpEcwjX3zST3g2KcDhfZV6cSm3XxcZR37ttDZ0/3lNPuYsczRyUxCDFEDfvEUJXb4EkKZ51/9/91hCeFsPS/pnm16Y0BzL1tPOBeOvtsAjir7FA9isv7BzecMXvdqQM4bE5Obi33JIWzOltsrPzZLK82U7yRxT+cAkDpwTpPUjir5ECtJymcVZ5Tjz4kwKuttaqTq+9NZtYtY73axy5J8al5SMj+ekVyZ5PC+c7srSZjbsIlzxVCDC7DfnpJRLrJp02tdU/hNNd0kru5mJIDtbh6vsSt7Xbyt5ZRsL0ce5d7cNnpcHFmbzW5H5Z4jS1U5zdx7IMzmGs70Qd7f/mGJRgxJRi92gyhOsJTfNc8uthdeHBUICe3l5O/tQxrhzuRuZwuSvbXkLu5GE2A7/+68KRggsK9u8hMCUbC4r0L5QICtXQ0WTn2wRmqjjd62tsbLBz/qISiPVU4u91Jx25xULCzgvxPy7C0ub/8XS6F0oO15G4qpqWqAwCNzjee2LGXnqUlhBh8hv0TQ2CwDp1Ri73T4WmLSjdRnd/EJ48e9PSfj5oVx9x/z+bdn33hmbGTu7mENQ/NZfvTRz1foDlvF7L6wdlUHW/k0JuFnmuOuSqJkv212LscmOKNzFo/FkVRMNd00lbbhd4YwPzbJ5A4MZLak81UHmtErVEx6VvpZM5LoKWineMfluByKiROjKRgezkdjVYAjn1QzNqH57H7xTzKesYB1FoVWYuSKNpThcuhkDA+kgkrRhE9ysRnz+di6+gmJCaQ2f82jgC9huaKdlqrOggI1JI+J46PfnPAE/vUdZmkzYxl0//70vPkUrCzkqvvncb7P9/nqd848t4Z1j40lwNvnKJoTzUAB98qZPn/nU7mvHhO7azyXDMkNpDgiMC+/Z8phBgQwz4x2DrtXkkBoPGMmbyPSs8NquLuhgmNC/IkBXCvaZT7YYnXXbXT7iLv41LKD9d7XbPyWCPr/7iYzmYrobFBnkKzG363gLa6LowRBrQ6DQDX/HQmHU0WtHoNhmAdADNvHsPEVaNw2J1UHG3gi5dOeK7d2WTl+IclnqQA4HIo2Dq62fDHJXRbHQRHub+Ek6fGcMuzV9HZ1BOH2h3Htx+f744j3MA/79vjFfvxD0vobLJ4dWfVnmzm+OYSr6I+S6uNvI9LPUkBQHEqHP+whPZ67wI4S6sdl8OFWmoehBhyhv1f7YVTTcE95KBc5MCFYwLutq+6qHJBk4JKrUIT4F19rFL1tKm9K5A1WrVPFbRao0KjVV88jovFqyiotSrUF3QrqXvi4LwfqVKp0AaoUal9r6UoysV/T1/xM33aXBe/phBiaBr2TwyGYB1Ro0JpLDm3rlDGnHhGX5lIZW6jZ0po6vQYJqwaxek91Vha3U8NwVGBTFo9ivrTLdTkNwOgCVAzfnkqpngjh98p8lwzaXI0b/xgJ9Y2O+HJISz70TQURWHb7w/TUtGBIVTHwu9PJH58JDufPUbZoTo0AWqmrMlg6tpMDr9zmmM9s3+Sp0RjjDDQ2ezuSgoK0zNx5ShaKjs8m/qoNSoCTXr+dsd2nHYXyVOjWXzXFOpPt/LZ87lYWm2YEowsu2caWr2GrU8epqm0DX1wAGkzYzlVf24tpgnXpDHqijiKv6zBaXdnwpisMCZ9K53ifbW01bnHVQyhOiZck0ZHk5WSL2sB91TaiSvTaG+0sPeVfK9rytOCEEOTShnCt3aVlZUsWbKE7du3k5SU9JXvU1zuSt66whZGzYoj+2p3cVlzRTtlh+oIiQki/Yo41Fo1FrONoi+qUWtUZMxLwBCsw2F3UvxlDV3NNkZdEYcp3j2oXHGsgYaiVmJGh/HZc8ewtnd7fmbazFhcLoXy82odAk06JqwaxcHXT3nFd9UPJ7PzmWNebTNuGo1WrwVFIWNuAoEmPU6Hi5Iva2hvtBCREsLW3x72Omf6jaMp2FbhSSjgrq8whARwZu+52VC6IC1L7p5K3ekWokaZSJnqrk0w13ZSsr+WQJOOjLkJaHUabB3dnNlbjaPbRebceILCDT2D4LW01XaRMj2GyFR3dXVtQTPV+U1e1xRCDD6X+u4c9k8M4L6rnXFjlk97RHIIEcnes4QCTe678/NpdRqyFvj+8pInR5M8OZrOJotXUgD3qqkXdglZzHaazntyOav2ZItPW0ejlfm3T/Bq02jVZM5PBPAqRjurqazdKykAtFS1YwjRebXZuxwERweSODHKq90UZ/RZW0kfHOBJpGepNeqLTkOVzYWEGB7kWb8PGCMDibhgGmrylGiSpkR7tUWmhTLqijivNo1OzZjFyT7TT40RBrY8cYgtjx+ismfwu62ui8+fz2Xzf3+JuaaDAIPG65y0GbHEjA7zjmNyDMmTveMwxRsJjb30RkBCiJFpRDwxDIRlP5rG/tcLaKnsIHlKtOcJRa1WUXHMvSTGrPVjCYkOZO5t2RTsqEAXFMC0b2cSlRrK8p/M4PA7p+m2OEiZHsuRfxZ51kaqPN7Iml/PZdtThz2zf2oLWpi4Mo2msnas7XayFiaROS+B+LHh7N94iqYy95IYM2/OQq1VoygKZTn1hCUEM+uWMT7LcwshxFkjYoxhqMndVMyBN7zHIcYuSaZge4VXW8L4SFY+4F0dQCuBagAAFzZJREFULYQQlyJjDEOE0+Gi/HA93V0ODKE6n+PhySFeC+sBX2tfaCGE6C1JDIPA2f2bz+6HYAgNIHlqtGdqauqMWMYtTsbV7eLg30/hciqYEoxMXee7CY8QQnxTkhgGgarcRk9SALC2dROREsqc72ajKAqmOPf02ImrRpF5ZQJdLTYikkN8iuaEEKIvSGIYBM4uWOfVZnf6LIgHEBiqJzD06+0lIYQQl0MSwyCQNDma0Lggz85qWr0Gu8XBa/+xDYBxy1K4YsNYmUkkhBgQkhgGAa1Ow7W/mkPh55XYuxyExASy+4Vzm/nkfVRK/LgIUqfH+jFKIcRIIQVug4QhRMek1enMuDELa5vvRkJNpb4V00II0R8kMQxCCROivFZG9bQJIcQAkMQwCEWnm1j4/UmEJQZjSjBy5X9MIG6M7IYmhBgYMsYwSI1ekMjoBYn+DkMIMQLJE4MQQvz/9u48rudsf+D4q6TFnrLcGFfoa2nTPrJkrHdcpDvThERlC6OyVF8zdoNwTVTURRh71xga195ID8vINpMbQmOijKgpkqLle35/+PW9871lMLgp5/l4eDzqfM45n/M95/P9vH3O59PnSBpkYJAkSZI0yMAgSZIkaZCBQZIkSdIgA4MkSZKkoVo/lVRW9vQdQ1lZWVXcEkmSpOqj/JxZfg79b9U6MGRnP30ttaenZxW3RJIkqfrJzs7mz3/+c4X0ar2C2+PHj0lJSaFJkybUqlXr+QWqmaysLDw9Pdm6dSvNmzd/fgHprSLHr/qq6WNXVlZGdnY2FhYW6OvrV9hera8Y9PX1sbe3r+pmvHHNmzevUUuXvmvk+FVfNXnsKrtSKCdvPkuSJEkaZGCQJEmSNMjAIEmSJGmoNXfu3LlV3Qjp2fT09HByckJPTy7nWR3J8au+3uWxq9ZPJUmSJEmvn5xKkiRJkjTIwPAWkRdvkiS9DWRgeAs8fPgQpVLJuXPnqrop0iuIiIigU6dOb32dNY1SqaRv376vXE9mZibt27cnLi7ujZapDqr1H7jVFFevXmX37t24ublVdVOkV+Du7k6PHj2quhnvnIkTJ/Lo0aNXrqdp06bExsbSqlWrN1qmOpCBQZJek+bNm9fI1ye87V7XSVlXV5fOnTu/8TLVgZxKeg1SUlIYNWoUdnZ22NjY4O3tzY8//qjefvbsWTw9PbG2tsbJyYmZM2eSn58PQFJSkvolgCNHjsTLy0tdbs+ePbi5udG5c2d69OjBkiVLePz4sXp7bm4u06ZNo2vXrlhZWeHq6sqePXs02paUlISvry8ODg5YWFjQu3dvIiMjUalUb7JLqsyMGTPo3r17hc/3+eef06tXL4QQvzseAN988w2Wlpbs2LEDZ2dnnJycuHXrFrdu3cLPzw8nJyesra3x8PAgMTFRXa6yaZ89e/YwZMgQrK2t6dWrF+Hh4RpvtPzxxx/x8fHBwcEBBwcHAgICyMzM/N3P+LzjQqlU4uvry6xZs7CxscHV1bVa37963piGhIRoTCX16tWL0NBQvLy8sLKyYt68eQBcu3YNX19fbGxs6NGjBxs3bsTb2xulUglUnBYqPw4uXLiAu7s7lpaWfPDBB6xfv169r8qmkm7cuMGkSZNwcHDA0dGRiRMncuvWLfX2jIwMgoKC6NatG+bm5jg7O6NUKnnw4MHr77w/SAaGV1RQUMCYMWMwNDQkIiKCsLAwioqKGDNmDAUFBZw9exYfHx/q1q3LypUrCQ4O5tixY4wePZrS0lLMzc2ZP38+ALNnz2bOnDkAhIeHo1QqcXBwIDIyEh8fH3bs2IGfn5/6Sx4UFMRPP/3EvHnzWLNmDZ06dSIkJISkpCQALl26hK+vL0ZGRqxYsYKoqCjs7OyIiIjg4MGDVdNhb5irqyv37t3TuF9TXFzMkSNHGDRoEOfOnfvd8ShXUlLCpk2bWLx4MTNmzKBly5aMHz+eoqIili5dyurVq2nUqBETJkzQ+NL/1tatWwkJCcHKyopVq1bh7e3N2rVrWb58OQAnT55k+PDh6OjosGTJEmbPns2VK1cYOnQoOTk5ldb5IscFPP0PQXZ2NqtXryYwMBAtLa3X0b1V4nljWtln27x5M7a2tqxatQo3Nzdyc3Px8vIiNzeXZcuWMXXqVGJiYjh//vzv7ru0tJSpU6cyaNAg1q5di62tLUuWLOH777+vNP/du3fx8PAgIyOD+fPnExoaSmZmJt7e3hQWFlJUVMSIESNIT09n7ty5xMTE4OXlxd69ewkLC3u1jnqdhPRKfvjhB6FQKMT58+fVaTdv3hRLly4VWVlZwsPDQwwePFiUlZWpt1++fFm0b99exMXFCSGEOHv2rFAoFOL06dNCCCHy8vKEhYWFmDdvnsa+9u3bJxQKhUhISBBCCGFhYSGioqLU28vKykRoaKi6Ld98840YN26cUKlUGnns7OzE3LlzX29HvCVUKpVwcXERs2fPVqd99913QqFQiLS0tBcaj127dgmFQiH+9a9/qfPcu3dPKBQK8e2336rT8vPzxaJFi8S1a9eEEEKEh4eLjh07CiGe9nOXLl3E5MmTNdoXEREhhg4dKlQqlfjb3/4mBg4cqNGW27dvCwsLCxEaGlqhzhc9LkJCQoRCoRB37979Y534lnnemIaEhIg+ffqot33wwQeif//+GnWsWLFCWFtbi5ycHHVacnKyUCgUIiQkRAghREZGhlAoFGLPnj1CiP8cB19//bW6zJMnT4SlpaVYuHBhpWVCQ0NF586dNfZz48YN0bNnT3H27FmRkpIihg0bJjIyMjTaN378eDFgwIBX6qfXSV4xvCIzMzMaN26Mn58fs2fP5siRIxgbGxMUFESDBg1ITk6mZ8+eqFQqSktLKS0txczMDBMTE06dOlVpncnJyRQXF/PXv/5VI/0vf/kLtWvXVl8RODk5ERERgb+/Pzt37iQnJ4eQkBBsbW0BcHNz4x//+AfFxcWkpqZy+PBh9VRGSUnJm+2YKqKlpcWgQYM4fPiw+gpg3759mJubY2Ji8lLj0aFDB/XPxsbGtGvXjlmzZhESEsLevXtRqVTMmDEDMzOzCu34+eef+fXXX+nXr59G+qeffsr27dspKiri0qVLDBgwAG3t/3wNTUxMsLe358yZMxXqfNHjory9TZs2fYmee3v93pi2bdu20jIdO3bU+P306dPY2dlhZGSkTrOysqJFixbP3X/59wme3lNo3LgxRUVFleY9f/48tra2GvsxNTUlISEBe3t7zM3N2bZtGyYmJqSnp5OYmEhMTAw3btx4q76T8ubzK6pbty5bt24lKiqKAwcOEBsbi76+Pq6urowfPx6VSkV0dDTR0dEVyt67d6/SOsvnGps0aaKRrq2tTePGjSkoKAAgLCyM6OhoDhw4wKFDh9DW1sbZ2Zn58+fTokULHj9+zIIFC4iLi6O0tJSWLVtiY2ODjo5OtZ5zfh5XV1fWrFnD999/j729PUePHiUwMJD8/PyXGo+6deuqf9bS0mL9+vVERUVx5MgR9uzZQ+3atenTpw/z5s2jYcOGGmXv378PoHGC+K2HDx8ihMDY2LjCNiMjI3755ZcK6S96XADUqVOn0v1WV88a02f578+fm5tb6euz/7svK2NgYKDxu7a29jPv0d2/f/93X2cNsGHDBqKjo7l//z7GxsZYWFhgYGBAYWHhc9vyvyIDw2vQpk0bli1bRllZGRcvXiQuLo7t27fTtGlTtLS08PX15cMPP6xQ7rcnnt8qP8lkZ2drPHGhUqnIzc3F0NAQgPr16xMUFERQUBA3btzgu+++Y/Xq1SxYsIDo6GgWLlzI4cOHWblyJV26dFF/Wbp06fK6u+Ct0q5dO8zNzTl48CAFBQU8efKEgQMHoqen94fGo1yzZs2YO3cuc+bMITU1lYMHD7J27VqMjIyYNWuWRt769esDT09Iv5WTk8P169exsrJCS0ur0nsJ2dnZ6jH+rRc9LmqiZ43pi2rWrFmFsQD49ddfMTU1fW3trFevXqX7OXHiBG3btuXcuXOEhoYSHByMm5sbjRs3BiAgIIDLly+/tna8KjmV9IqOHDnC+++/T3Z2NrVq1cLGxoa5c+fSoEEDHjx4QKdOnUhPT8fS0lL9z9TUlBUrVpCcnAxQYfU5a2trdHV12bdvn0b6wYMHKSkpwc7OjqysLFxcXNQ3kdu0acPYsWNxdnbmzp07wNPL2i5dutC7d291UEhJSSE3N7fGPpVUbvDgwSQmJnLgwAG6du2KkZER9erVe6HxqMzFixdxdnbm4sWLaGlp0bFjR6ZMmYJCoVD392+1adOGRo0acfToUY302NhYJk6ciI6ODubm5uzfv19jLO7cucOFCxc0pi/KvchxUZNVNqYvysHBgQsXLpCXl6dOS01Nfe4TYC/Lzs6OH374QX3FCHD79m3GjBlDUlIS58+fx9DQkNGjR6uDwqNHjzh//vxb9Z2UVwyvyNbWFiEEkyZNYty4cdStW5cDBw5QUFBAv3796NatG35+fiiVSgYMGEBxcTFr167l2rVrhISEANCgQQMAjh07RsOGDenQoQOjR48mOjoaHR0dXFxcuH79OhERETg6OtK9e3e0tbVp0aIFX3zxBQUFBbRq1YqUlBQSExOZOHEi8HQO9eDBg8TGxmJqakpqaipRUVFoaWk9c460phg4cCBLly4lPj6eJUuWqNMDAgKeOx6V6dChA3Xq1CE4OJjJkydjbGzMqVOnuHLlCj4+PhXy6+jo8Omnn7Jw4UIMDQ3p1asX165dY82aNYwePRo9PT2mTJnC2LFj8fPzY9iwYTx69IiIiAjq1auHt7d3hTobNWr03OOiJnvWmL4ILy8vtmzZwpgxY5gwYQJPnjwhLCwMLS2t1/rElo+PD3FxcYwePRo/Pz+0tLSIjIykTZs29OvXD5VKxfbt21m6dCk9e/YkKyuL9evXk5OTow4UbwMZGF6RkZERMTExhIWF8fnnn1NUVISZmRkRERE4ODgAsG7dOiIjI5k8eTJ6enpYWlqyadMmFAoF8PTm1MCBA9m6dSsnTpxg7969BAYGYmxszJYtW9i2bRvGxsZ4eHgwefJk9c3KiIgI/v73v7Ny5Ury8vL405/+xOTJkxk7dizw9Hn2kpISvvzyS4qLi2nZsiUTJkwgLS2NxMREVCqVxo3PmsTY2JiuXbty7tw5+vTpo053cXF57nhURldXl5iYGJYvX87ChQvJz8+ndevWLFiwAFdX10rLeHl5YWBgwPr169mxYwcmJib4+/urA0m3bt2IiYkhPDycgIAADAwMcHZ2Zvr06c+8cfwix0VN9awxfRGNGjXiq6++YuHChUydOhVDQ0PGjx9PdHT0c6cQX4aJiQlbt25l2bJlBAcHo6enh7OzM8HBwdSpUwc3NzcyMzPZtWsXW7ZsoVmzZri4uDB8+HBmzZrFzz///Fqntv4o+dptSZJqvOTkZAoKCujatas6LT8/X33SHjlyZBW27u0jrxgkSarxMjMzmT59OoGBgdjY2JCfn8/GjRupX7/+S93EflfIKwZJkt4JmzdvJjY2loyMDPT19XF0dGTatGm0bt26qpv21pGBQZIkSdJQs+9WSZIkSS9NBgZJkiRJgwwMkiRJkgYZGCSpCimVStq3b1/VzZAkDfJxVUmqQh4eHjX+3VVS9SOfSpIkSZI0yKkkSZIkSYMMDNI748GDByiVSnr27ImFhQV9+vRh+fLlPHnyBHj6biNvb2+OHj3KgAEDsLKyYsiQIRw6dKhCXWlpaUyaNAl7e3usra0ZOnQox48fr5Dvp59+IiAgACcnJ+zs7PDy8tJYorKyewxZWVkEBwfz/vvvY2lpyZAhQ/j222818gghiIyMpH///lhaWuLs7ExQUFClb3qVpJclA4P0zggMDCQhIQF3d3fmzJmDo6Mja9as4YsvvlDnSUtLw9/fHwcHB6ZPn462tjb+/v7s3btXnefq1at4eHiQlpbG+PHjmTJlCqWlpYwbN479+/er86Wnp/PJJ59w+vRpRowYwdSpU7l//z4+Pj5cvHix0jbevXsXd3d3Tp06hZeXFyEhIRgaGhIUFMS6devU+aKjo1m1ahXdu3dn9uzZuLu7Ex8fj6+vL2VlZW+g96R3StWsKCpJ/1s5OTlCoVCIdevWaaQrlUoxatQoIYQQI0aMEAqFQmzYsEG9vaioSPTt21d069ZNvTbziBEjRJ8+fcSjR4/U+UpKSsTw4cOFs7OzePLkiRBCiICAAGFlZSXS09PV+XJzc4WdnZ3w9/cXQvxnfeZyISEhwtHRUWO9ZpVKJaZOnSosLCzUawl/+OGHYty4cRqfZfv27WLw4MHi5s2bf7SbJEkIIdd8lt4R9evXp06dOmzbto1Dhw6pl1FcvHgxGzdu1Mg3fPhw9e/6+voMGzaMe/fukZKSQl5eHmfOnMHFxYXHjx+Tm5tLbm4u+fn59O3bl5ycHP7973+jUqlITEzExcVFY6lHQ0NDtm3bxsyZMyu0UaVSER8fj729PTo6Ouq68/Ly6NevH8XFxZw8eRKA5s2bk5SUxFdffaVeBW7o0KHExcVprO4mSX+EfFxVeifo6uoyf/58Zs2ahb+/P7q6ujg6OtKvXz+GDBmCnp4eAK1atUJXV1ejbPmJ/fbt2+q0zZs3s3nz5kr3defOHUxNTSksLKx0/d9nrfuQl5fHw4cPiY+PJz4+/pl1AwQHBzNhwgQWLVrE4sWLMTc3p1evXnzyyScvtI6xJP0eGRikd8agQYPo3r078fHxJCYmcurUKU6cOMG2bdvYuXMnALVr165QrnzJxVq1aqnn7z09PZ+5WEy7du3U+V5mdbDyMv3792fo0KGV5nnvvfeApyvKHTp0iOPHj5OQkMDx48cJDw9nw4YNxMbG0rZt2xferyT9NxkYpHfCo0ePuHLlCmZmZnz88cd8/PHHFBcXs2zZMjZt2sSJEyeAp+/tF0JonNDT09OBp1cOhoaGwNMg4ezsrLGPtLQ0MjMzMTAwwMDAAH19fW7dulWhLTExMWRnZ6NUKjXSGzdujIGBAaWlpRXq/uWXX7h8+TIGBgaUlZWRmppKvXr16N27N7179wZg//79TJkyhZ07d1aoW5JehrzHIL0Trl+/jqenJ19//bU6TVdXl06dOgFPT/QAOTk5HDhwQJ2nsLCQ7du307p1a9q3b0/Tpk2xsLBg9+7d3L17V52vpKSEzz77DH9/f0pLS9HR0aFr164kJiZqPEL64MEDYmJiyMjIqNBGHR0devToQWJiIqmpqRrbQkNDmTRpEnl5eZSVlTFy5EgWLVqkkcfa2hqgxi/xKb158opBeidYW1tjb29PWFgYd+7coX379ty5c4ctW7bQpk0bunTpwrp166hduzYzZszg0qVLNG3alF27dnH37l2io6PVdc2cOZNRo0bx0UcfMWzYMBo1asS+fftITk5m2rRp6quKadOm4e7ujru7O56entSrV49//vOfFBYWEhgYWGk7p0+fTlJSEp6ennh6emJiYsKxY8dISEjAw8MDMzMz4OnfXERFRTFp0iS6d+/O48ePiY2NxcDAgI8++ujNd6hUo8lXYkjvjPv37xMZGUlCQgL37t2jYcOG9OzZk4CAAJo0aYKXlxe3b9/ms88+Y8mSJWRnZ2Nubk5gYCAODg4adV26dImIiAjOnTtHaWkppqamjBw5Ejc3N418169f58svv+TMmTNoa2tjZWXFtGnT1FcqSqWS3bt3c/XqVXWZmzdvEh4ezsmTJyksLOS9997D3d0dLy8v9ZWNSqVi06ZN7Nq1i8zMTGrVqoWtrS3+/v5YWFi84Z6UajoZGCTp/5UHhqNHj1Z1UySpSsnJSEmSJEmDDAySJEmSBhkYJEmSJA3yHoMkSZKkQV4xSJIkSRpkYJAkSZI0yMAgSZIkaZCBQZIkSdIgA4MkSZKkQQYGSZIkScP/AQV8iH7z0ji/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"species\", y=\"petal_length\", data=iris)   #不重叠分类蜂群图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**条形图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x151aa10d0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"sex\", y=\"survived\", hue=\"class\", data=titanic)   #用散点图示符显示点估计值和置信区间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**计数图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x151e7be10>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"deck\", data=titanic, palette=\"Greens_d\")   #显示观测数量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**点图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x151adcd50>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x=\"class\",\n",
    "                y=\"survived\",\n",
    "                hue=\"sex\",\n",
    "                data=titanic,\n",
    "                palette={\"male\":\"g\",\n",
    "                \"female\":\"m\"},\n",
    "                markers=[\"^\", \"o\"],\n",
    "                linestyles=[\"-\", \"--\"])   #显示点估计和置信区间"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**箱形图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14f65d9d0>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"alive\", y=\"age\", hue=\"adult_male\", data=titanic)   #箱形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14f69aa50>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=iris, orient=\"h\")   #使用宽表数据的箱形图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**小提琴图**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x151ee6210>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"age\", y=\"sex\", hue=\"survived\", data=titanic)   #小提琴图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 回归图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14e170d90>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.regplot(x=\"sepal_width\", y=\"sepal_length\", data=iris, ax=ax)   #绘制与线性回归模型拟合的数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = sns.distplot(data.y, kde=False, color=\"b\")   #绘制单变量分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 矩阵图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x152024f50>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(uniform_data, vmin=0, vmax=1)   #热力图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 深度自定义"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Axisgrid对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14e25de50>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.despine(left=True)   #移除左框"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14e25de50>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.set_ylabels(\"Survived\")   #设置Y轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14e25de50>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.set_xticklabels(rotation=45)   #设置X轴刻度标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x14e25de50>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.set_axis_labels(\"Survived\", \"Sex\")   #设置坐标轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x14f13e650>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h.set(xlim=(0, 5), ylim=(0, 5), xticks=[0, 2.5, 5], yticks=[0, 2.5, 5])   #设置X与Y轴的幅度区间和刻度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'A Title')"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"A Title\")   #添加图形标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Survived')"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylabel(\"Survived\")   #调整Y轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Sex')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlabel(\"Sex\")   #调整X轴标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 100.0)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.ylim(0, 100)   #调整Y轴幅度区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 10.0)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlim(0, 10)   #调整X轴幅度区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.YTick at 0x14e20b950>,\n",
       " <matplotlib.axis.YTick at 0x14e20ba90>]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.setp(ax, yticks=[0, 5])   #调整图形属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.tight_layout()   #调整子图参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 显示或保存图形"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**show与savefig函数**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.show()   #显示图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.savefig(\"foo.png\")   #将画布保存为图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.savefig(\"foo.png\", transparent=True)   #保存透明画布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 关闭与清除"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**绘图关闭与清除操作**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.cla()   #清除坐标轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf()   #清除画布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.close()   #关闭窗口"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
